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AI in logistics: handing exceptions to the next shift
Short answer
AI in logistics helps you prepare the handover of open cases to the next shift. Events from the system, messages and the operator's notes go into a short description: what is confirmed, what we are waiting for and who takes the next step. Start with one kind of exception, for example deliveries waiting for a confirmed time.
How we workDetails ↓
- 01Call30 minutes with an engineer, free
- 02PrototypeA working system on your process and data, free
- 03ImplementationTarget and fixed price in the contract; 50% at signing
- 04Acceptance50% once the agreed target is met
- analysis with an engineer and a free prototype
- €0
- team in ChatGPT or Claude, up to 10 people
- from €1,150
- automation, agent or application for one process
- from €3,000
We belong to the OpenAI and Anthropic partner programmes and learn through their official courses. What this means ↓
Author: Syntalith · 4 min read
Statistics
Logistics and AI: statistics 2026
1.6 mo.
payback of €3,000 at 900 exceptions a month: €2,618 of work today, €793 with checking and the model. Scenario.
11.2%
According to Eurostat (2025), 11.2% of EU transport and storage companies used AI.
Source: Eurostat, AI by NACE activity (isoc_eb_ain2) (2025) ↗
20.0%
According to Eurostat (2025), 20.0% of EU companies with at least 10 employees used AI.
Source: Eurostat, 20% of EU enterprises use AI technologies (2025) ↗
50%
According to the European Commission (2026), half of the small and medium-sized companies in the EU name high investment costs as a barrier to AI.
Source: European Commission, Flash Eurobarometer 578 (2026) ↗
15%
According to Brynjolfsson, Li and Raymond (2025), customer support agents with AI help resolved 15% more issues an hour on average, in a study of 5,172 people.
Source: Brynjolfsson, Li and Raymond, The Quarterly Journal of Economics (2025) ↗
Figures checked: 22 October 2026
- 01Identifierthe shipment and the time of the event
- 02Confirmedwhat the system events show
- 03Waitingfor what, and from whom
- 04Next stepwho, and by when
First the identifier and the time of the event
Link the materials to a specific order or shipment. A similar client name is not enough, especially when you handle several deliveries on the same day. Also record when the event happened and when the information reached the system. A message received later can describe an earlier state.
GS1 describes EPCIS as a standard for sharing event data, covering among other things the object, the time, the place and the business context of a movement in the supply chain. It is an example of ordering information that a later summary can use. It does not mean that your TMS or WMS already supplies such data, or that a simple summary needs the whole standard rolled out. GS1 description, checked on 9 October 2026.
A planned time does not confirm a delivery
In a fictional exercise, the system shows a planned receipt at 14:00. At 13:40 the operator gets a message that the carrier expects to arrive at 16:00. At 14:15 there is still no event confirming receipt. From this data you can write a description of the delivery still awaited and give the new forecast. You cannot state that the delivery arrived at 14:00.
In the handover, record separately the time from the plan, the carrier's forecast and the lack of confirmation that it happened. Add the source of the message and who is to check what happens next. If a time for the next contact was agreed, keep it as the next task; do not add one on the strength of the model's guess.
In the next version of the exercise, add a late receipt message. Check whether the summary uses the time of the event itself, whatever order the messages arrived in. None of these versions describes a completed rollout.
What should the person taking over the case see?
| Information | Why it is needed |
|---|---|
| Case number and source | To open the right order |
| The last confirmed state | To tell what happened from what was planned |
| The open question | To know which answer we are waiting for |
| The owner and the agreed next step | So that the case is not left unhandled |
Before the list goes out, the operator should check how messages were assigned and how exceptions were described. If a standard TMS report already gives such a view, use it as the reference point. AI makes more sense for free-text notes and correspondence that someone has to read and shorten.
If delays also arise outside the shift handover, look at choosing automation in logistics. Missing data, a WMS rule and the physical movement of goods each need their own assessment.
If open cases arrive mainly by email, review the proposed scope for transport email. It covers several requests in one thread and a reply that closes only one of them. That helps you decide what should stay on the list for the next shift.
How do you assess the first scope?
Compare the prepared summary with a manual handover of the same cases. Record missed exceptions, wrong assignments and sentences that suggest something happened when it was not confirmed. Measure the time it takes to check the whole list. A shorter description does not help if the next shift has to read every message again.
You can first practise preparing the note in the company's own tool. Syntalith's offer for transport and logistics lets you compare training with process automation; the basis for pricing is on the pricing page. Pulling events automatically and writing to the TMS require the available connections to be confirmed and responsibility for exceptions to be settled.
If the problem is questions about the current packing rules, that is a different scope: a knowledge base for contract logistics. A shift handover is about the current state of a specific case. Start that conversation with information the previous shift did not manage to hand over and the next one had to reconstruct.
What it costs
- Today
- 900 exceptions × 5 min = 75 h (€2,618)
- With the system, a person checks the result in 30% of the time
- €785
- Model, 1 call per case, Claude Sonnet 5.5
- €7
- Cost of one case
- €2.91 today, €0.88 with the system
- Saving
- €1,825 a month
Payback of €3,000
1.6 months
The volume, the time and the checking share are the scenario's assumptions. €34.90 an hour is the EU average hourly labour cost for 2025 according to Eurostat. Model: 3,000 input tokens and 300 output tokens per call at Anthropic's rates, at the ECB rate of 1.1205 USD per euro on 22 October 2026.
- The time from receiving a case to the result, before and after the change
- Cases the application passed to a person
- Corrections by the person checking
- The cost of the model and maintenance at the target volume
Where to start
In the free review we choose one process and count the volume and the team's working time, and within 2 working days you receive a written summary with a price. We build the automation as part of AI automations, from €3,000 net.
Worked example · Scenario
How we count the payback: a shift handover
We run the same count for your warehouse in the free review.
€1,745
a month for retyping 1,000 CMR and POD documents
Payback: 2 mo.
3 minutes per document and checking in 15% of the old time are our assumptions. €34.90 an hour is the EU average hourly labour cost for 2025 according to Eurostat, for companies with 10 or more employees. We use it here in place of a transport sector wage. Model cost: 0.007617 USD per reading, measured in our system, which is about €0.0069 per document, at the ECB rate of 1.1205 USD per euro on 22 October 2026.
See the full calculation →